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Package: mnet | ||
Type: Package | ||
Title: Modeling Group Differences and Moderation Effects in Statistical | ||
Network Models | ||
Version: 0.1.0 | ||
Authors@R: c( | ||
person("Jonas", "Haslbeck", email = "jonashaslbeck@protonmail.com",role = c("aut", "cre"))) | ||
Maintainer: Jonas Haslbeck <jonashaslbeck@protonmail.com> | ||
Description: A toolbox for modeling manifest and latent group differences and moderation effects in various statistical network models. | ||
BugReports: https://github.com/jmbh/mnet/issues | ||
Encoding: UTF-8 | ||
LazyData: true | ||
License: GPL-2 | ||
Imports: mlVAR, doParallel, parallel, foreach | ||
Suggests: knitr, rmarkdown, testthat (>= 3.0.0) | ||
VignetteBuilder: knitr | ||
Config/testthat/edition: 3 | ||
NeedsCompilation: no | ||
Packaged: 2023-04-22 07:47:31 UTC; jonas | ||
Author: Jonas Haslbeck [aut, cre] | ||
Depends: R (>= 3.5.0) | ||
Repository: CRAN | ||
Date/Publication: 2023-04-23 15:10:02 UTC |
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ddd04bab6bb576eb2c518737547fbabb *DESCRIPTION | ||
1017e4be61f5c9707cb205e8387ec18b *NAMESPACE | ||
740a1ee1167a1a3e59229b06e42d555f *R/Process_mlVAR.R | ||
a6f1f6598bcb16f410e40c3555c66f6f *R/mlVAR_GC.R | ||
e6144c585cc3bdfbe09eacebf49ef687 *R/startup_msg.R | ||
7f6b535997c2108895480217d1567d8f *README.md | ||
558206e44deb8fc083352a154910e434 *build/vignette.rds | ||
364b44dafe67b8c838082045e91246e9 *data/mlVARGD_sim.RData | ||
d70f8f6ae9980781bbb92f91ea2b1d3d *inst/doc/Vignette_mlVAR_GC.R | ||
02fed196b3e4947d84301fbb0b67638b *inst/doc/Vignette_mlVAR_GC.Rmd | ||
63d508f228ac9aff0598cfd31ac56347 *inst/doc/Vignette_mlVAR_GC.html | ||
556240bcc79df509fccaf408781a6b0d *man/mlVAR_GC.Rd | ||
c3df94e1654d9f86047c44e091fb89ee *man/mnet-internal.Rd | ||
308984c7beb11a0d49ff38a388692f20 *tests/testthat.R | ||
43433c45bd3a5059148ee9945b08558e *tests/testthat/test-mlVAR_GC.R | ||
02fed196b3e4947d84301fbb0b67638b *vignettes/Vignette_mlVAR_GC.Rmd |
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exportPattern("^[[:alpha:]]+") | ||
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# Suggested by RMD Check | ||
importFrom("utils", "setTxtProgressBar", "txtProgressBar") | ||
importFrom("mlVAR", "mlVAR") | ||
importFrom("mlVAR", "getNet") | ||
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# For parallelization | ||
import("foreach") | ||
import("parallel") | ||
import("doParallel") |
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# jonashaslbeck@protonmail; April 17, 2023 | ||
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# ------------------------------------------------------------ | ||
# -------- Function to Process mlVAR Outputs ----------------- | ||
# ------------------------------------------------------------ | ||
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Process_mlVAR <- function(object1, | ||
object2, | ||
contemporaneous = "orthogonal", | ||
temporal = "orthogonal") { | ||
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# Number of vars: | ||
p <- ncol(object1$results$Gamma_Omega_mu$mean) | ||
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# a) Between network (using function from mlVAR package) | ||
# For very low number of subjects close to the boundary of identifiability | ||
# it is possible that lme4 in mlVAR estimates zero variances for random intercepts | ||
# which then does not allow one to estimate the between person network | ||
# for these cases we set the differences to zero here; later, when calculating | ||
# p-values we will just exclude those cases | ||
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if(any(is.na(object1$results$Omega_mu$pcor$mean))) { | ||
btw_1 <- matrix(NA, p, p) | ||
} else { | ||
btw_1 <- mlVAR::getNet(object1, "between", nonsig="show") | ||
} | ||
if(any(is.na(object2$results$Omega_mu$pcor$mean))) { | ||
btw_2 <- matrix(NA, p, p) | ||
} else { | ||
btw_2 <- mlVAR::getNet(object2, "between", nonsig="show") | ||
} | ||
btw_diff <- btw_1 - btw_2 | ||
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# b.1) VAR: fixed effects | ||
phi_fix_1 <- object1$results$Beta$mean | ||
phi_fix_2 <- object2$results$Beta$mean | ||
phi_fix_diff <- phi_fix_1 - phi_fix_2 | ||
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# b.2) VAR: RE sds | ||
phi_RE_sd_1 <- object1$results$Beta$SD | ||
phi_RE_sd_2 <- object2$results$Beta$SD | ||
phi_RE_sd_diff <- phi_RE_sd_1 - phi_RE_sd_2 | ||
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# c.1) Contemp: fixed effects | ||
Gam_fix_1 <- object1$results$Gamma_Theta$mean | ||
Gam_fix_1 <- (Gam_fix_1 + t(Gam_fix_1)) / 2 # Apply AND-rule | ||
Gam_fix_2 <- object2$results$Gamma_Theta$mean | ||
Gam_fix_2 <- (Gam_fix_2 + t(Gam_fix_2)) / 2 # Apply AND-rule | ||
Gam_fix_diff <- Gam_fix_1 - Gam_fix_2 | ||
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# c.2) Contemp: RE sds | ||
Gam_RE_sd_1 <- object1$results$Gamma_Theta$SD | ||
Gam_RE_sd_1 <- (Gam_RE_sd_1 + t(Gam_RE_sd_1)) / 2 # Apply AND-rule | ||
Gam_RE_sd_2 <- object2$results$Gamma_Theta$SD | ||
Gam_RE_sd_2 <- (Gam_RE_sd_2 + t(Gam_RE_sd_2)) / 2 # Apply AND-rule | ||
Gam_RE_sd_diff <- Gam_RE_sd_1 - Gam_RE_sd_2 | ||
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outlist <- list("diff_between" = btw_diff, | ||
"diff_phi_fix" = phi_fix_diff, | ||
"diff_phi_RE_sd" = phi_RE_sd_diff, | ||
"diff_gam_fix" = Gam_fix_diff, | ||
"diff_gam_RE_sd" = Gam_RE_sd_diff) | ||
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return(outlist) | ||
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} # eoF | ||
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